Africa - Central Africa - Sahel Africa - South Asia - East Siberia Asia - Indonesia Asia - North Central Asia - South Central Asia and China Asia - Southeast Asia and India Asia - West Siberia Australia Europe Global - Land Middle East and Sahara North America - Alaska and Northern Canada North America - Central America North America - Eastern United States North America - Southern Canada North America - Western United States South America - Amazon South America - Southeast South America - Southwest

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	48.0
I123pd	[-]	43.0	42.7	48.0	45.6			-4.82	19.0	2.71		0.436	0.496	0.574	0.825	0.565
post5.4	[-]	43.0	42.7	48.0	45.6			-4.83	19.0	2.68		0.434	0.496	0.581	0.824	0.566

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	55.5
I123pd	[-]	52.9	53.0	55.5	60.8			-2.61	22.4	1.34		0.466	0.270	0.828	0.820	0.531
post5.4	[-]	52.9	53.0	55.5	60.9			-2.61	22.4	1.34		0.465	0.272	0.828	0.819	0.531

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	55.7
I123pd	[-]	59.9	59.9	55.7	59.5	68.3		4.81	19.4	1.44		0.452	0.436	0.808	0.770	0.580
post5.4	[-]	60.1	60.2	55.7	59.6	68.3		5.08	19.6	1.42		0.446	0.438	0.814	0.755	0.578

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	18.8
I123pd	[-]	10.5	10.7	18.8	7.40			-8.36	14.4	0.377		0.499	0.560	0.974	0.943	0.707
post5.4	[-]	10.8	11.0	18.8	7.53			-8.04	13.5	0.332		0.516	0.595	0.977	0.943	0.725

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	33.4
I123pd	[-]	36.8	35.0	33.4	40.9			2.45	12.2	2.47		0.592	0.722	0.601	0.957	0.719
post5.4	[-]	36.4	34.5	33.4	40.8			2.08	12.1	2.50		0.597	0.723	0.596	0.961	0.720

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	22.2
I123pd	[-]	19.4	19.4	22.2	20.6			-2.88	11.8	0.812		0.686	0.554	0.928	0.922	0.729
post5.4	[-]	19.5	19.5	22.2	20.4			-2.77	11.3	0.748		0.697	0.575	0.932	0.927	0.741

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	33.2
I123pd	[-]	34.2	34.3	33.2	30.0			1.07	11.4	0.915		0.563	0.603	0.902	0.970	0.728
post5.4	[-]	34.3	34.4	33.2	30.2			1.19	11.3	0.909		0.563	0.604	0.902	0.969	0.728

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	43.4
I123pd	[-]	39.5	39.3	43.4	40.2			-4.23	14.6	0.792		0.592	0.547	0.923	0.950	0.712
post5.4	[-]	39.8	39.7	43.4	40.4			-3.86	14.6	0.794		0.601	0.544	0.923	0.947	0.712

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	14.4
I123pd	[-]	2.89	3.35	14.4	-0.917			-11.3	14.4	0.634		0.345	0.661	0.957	0.326	0.590
post5.4	[-]	3.00	3.47	14.4	-0.895			-11.2	14.0	0.545		0.350	0.683	0.963	0.329	0.602

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	58.2
I123pd	[-]	69.9	70.3	58.2	64.5			11.6	15.0	0.553		0.321	0.702	0.955	0.988	0.734
post5.4	[-]	70.2	70.7	58.2	64.6			11.9	15.5	0.545		0.312	0.693	0.957	0.980	0.727

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	23.9
I123pd	[-]	27.6	27.6	23.8	26.8	56.1		3.95	13.6	0.734		0.487	0.478	0.920	0.955	0.664
post5.4	[-]	27.4	27.4	23.8	26.5	56.1		3.79	13.5	0.714		0.493	0.486	0.922	0.951	0.667

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	39.1
I123pd	[-]	31.3	38.0	39.1	-5.04	57.8		-1.08	14.1	1.03		0.511	0.579	0.877	0.916	0.692
post5.4	[-]	31.5	38.2	39.1	-4.78	57.8		-0.907	14.0	1.03		0.511	0.582	0.877	0.913	0.693

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	49.8
I123pd	[-]	42.9	42.6	49.8	52.4	83.8		-6.61	12.0	1.11		0.453	0.683	0.860	0.958	0.727
post5.4	[-]	43.0	42.8	49.8	52.6	83.8		-6.47	12.0	1.13		0.457	0.682	0.858	0.957	0.727

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	19.1
I123pd	[-]	8.11	8.92	19.1	2.75			-11.0	16.1	0.426		0.366	0.552	0.966	0.474	0.582
post5.4	[-]	8.25	9.07	19.1	2.79			-10.8	15.9	0.413		0.374	0.560	0.967	0.470	0.586

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	53.7
I123pd	[-]	49.9	49.6	53.7	51.7			-3.67	14.7	0.730		0.551	0.582	0.930	0.968	0.723
post5.4	[-]	50.5	50.2	53.7	52.5			-3.00	14.7	0.736		0.563	0.576	0.928	0.977	0.724

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	29.7
I123pd	[-]	33.9	34.1	29.7	31.1			4.66	11.1	0.911		0.573	0.631	0.889	0.916	0.728
post5.4	[-]	34.6	34.9	29.7	31.2			5.38	11.4	1.06		0.535	0.636	0.858	0.929	0.719

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	26.5
I123pd	[-]	27.2	27.6	26.5	22.3			0.687	13.3	0.678		0.660	0.473	0.948	0.613	0.633
post5.4	[-]	27.4	27.8	26.5	22.3			0.877	13.2	0.670		0.659	0.478	0.947	0.616	0.636

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	41.6
I123pd	[-]	40.0	40.0	41.6	44.0			-1.56	10.2	0.693		0.634	0.610	0.923	0.989	0.753
post5.4	[-]	40.1	40.1	41.6	44.1			-1.46	10.2	0.719		0.638	0.607	0.918	0.987	0.751

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	32.2
I123pd	[-]	27.6	27.2	32.2	40.8			-4.64	11.4	1.26		0.588	0.730	0.835	0.783	0.733
post5.4	[-]	27.4	27.0	32.2	40.9			-4.81	11.5	1.25		0.578	0.730	0.836	0.771	0.729

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	43.0
I123pd	[-]	46.9	46.9	43.0	46.0			4.10	14.0	1.57		0.551	0.606	0.802	0.929	0.699
post5.4	[-]	47.4	47.5	43.0	46.0			4.64	14.0	1.53		0.543	0.615	0.809	0.906	0.698

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	51.7
I123pd	[-]	58.4	57.4	51.7	66.4	29.7		6.41	15.9	0.726		0.347	0.569	0.940	0.935	0.672
post5.4	[-]	58.8	57.8	51.7	66.3	29.7		6.81	16.1	0.727		0.341	0.563	0.940	0.925	0.666

Africa - Central Africa - Sahel Africa - South Asia - East Siberia Asia - Indonesia Asia - North Central Asia - South Central Asia and China Asia - Southeast Asia and India Asia - West Siberia Australia Europe Global - Land Middle East and Sahara North America - Alaska and Northern Canada North America - Central America North America - Eastern United States North America - Southern Canada North America - Western United States South America - Amazon South America - Southeast South America - Southwest Temporally integrated period mean Temporally integrated period mean max month Temporally integrated mean phase shift Temporally integrated mean phase shift score Temporally integrated period mean bias Temporally integrated period mean bias score Temporally integrated period mean rmse Temporally integrated period mean rmse score Spatially integrated regional mean cycle Spatially integrated regional mean detrended cycle Spatially integrated regional mean

  Title:

Water, Energy, and Carbon with Artificial Neural Networks (WECANN)

  Version:

1

  Institutions:

Columbia University

  Source:

Solar Induced Fluorescence (SIF), Air Temperature, Precipitation, Net Radiation, Soil Moisture, and Snow Water Equivalent

  History:

2024-01-09: downloaded https://avdc.gsfc.nasa.gov/pub/data/project/WECANN/WECANN_v1.0.nc

2024-01-09: converted to ILAMB-ready netCDF

  References:

Alemohammad, S. H. and Fang, B. and Konings, A. G. and Aires, F. and Green, J. K. and Kolassa, J. and Miralles, D. and Prigent, C. and Gentine, P. (2017), Biogeosciences, 18, 4101--4124, doi:10.5194/bg-14-4101-2017

  Comments:

time_period: 2007-01 through 2015-11

temporal_resolution: monthly

spatial_resolution: 1.0 degree

units: W/m^2

  Convention:

CF-1.8